Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 2969 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 301.7 KiB |
| Average record size in memory | 104.0 B |
Variable types
| Numeric | 13 |
|---|
gross_revenue is highly correlated with qtde_invoices and 1 other fields | High correlation |
qtde_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
qtde_items is highly correlated with gross_revenue and 1 other fields | High correlation |
qtde_products is highly correlated with qtde_invoices | High correlation |
avg_ticket is highly correlated with qtde_returns and 1 other fields | High correlation |
qtde_returns is highly correlated with avg_ticket and 1 other fields | High correlation |
avg_basket_size is highly correlated with avg_ticket and 1 other fields | High correlation |
gross_revenue is highly correlated with qtde_invoices and 3 other fields | High correlation |
recency_days is highly correlated with qtde_invoices | High correlation |
qtde_invoices is highly correlated with gross_revenue and 3 other fields | High correlation |
qtde_items is highly correlated with gross_revenue and 3 other fields | High correlation |
qtde_products is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_ticket is highly correlated with avg_unique_basket_size | High correlation |
avg_recency_days is highly correlated with frequency | High correlation |
frequency is highly correlated with avg_recency_days | High correlation |
avg_basket_size is highly correlated with gross_revenue and 1 other fields | High correlation |
avg_unique_basket_size is highly correlated with qtde_products and 1 other fields | High correlation |
gross_revenue is highly correlated with qtde_invoices and 2 other fields | High correlation |
qtde_invoices is highly correlated with gross_revenue and 2 other fields | High correlation |
qtde_items is highly correlated with gross_revenue and 3 other fields | High correlation |
qtde_products is highly correlated with gross_revenue and 3 other fields | High correlation |
avg_recency_days is highly correlated with frequency | High correlation |
frequency is highly correlated with avg_recency_days | High correlation |
avg_basket_size is highly correlated with qtde_items | High correlation |
avg_unique_basket_size is highly correlated with qtde_products | High correlation |
qtde_products is highly correlated with qtde_items and 3 other fields | High correlation |
qtde_returns is highly correlated with qtde_items and 3 other fields | High correlation |
qtde_items is highly correlated with qtde_products and 5 other fields | High correlation |
avg_ticket is highly correlated with qtde_returns and 3 other fields | High correlation |
avg_basket_size is highly correlated with qtde_returns and 3 other fields | High correlation |
qtde_invoices is highly correlated with qtde_products and 2 other fields | High correlation |
gross_revenue is highly correlated with qtde_products and 5 other fields | High correlation |
avg_unique_basket_size is highly correlated with qtde_products | High correlation |
avg_ticket is highly skewed (γ1 = 53.44422362) | Skewed |
qtde_returns is highly skewed (γ1 = 51.79774426) | Skewed |
avg_basket_size is highly skewed (γ1 = 44.67271661) | Skewed |
df_index has unique values | Unique |
customer_id has unique values | Unique |
avg_ticket has unique values | Unique |
recency_days has 34 (1.1%) zeros | Zeros |
qtde_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2021-05-25 20:00:43.675265 |
|---|---|
| Analysis finished | 2021-05-25 20:01:02.848256 |
| Duration | 19.17 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2335.567868 |
| Minimum | 0 |
|---|---|
| Maximum | 5767 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 185.4 |
| Q1 | 937 |
| median | 2136 |
| Q3 | 3564 |
| 95-th percentile | 5080.2 |
| Maximum | 5767 |
| Range | 5767 |
| Interquartile range (IQR) | 2627 |
Descriptive statistics
| Standard deviation | 1568.508444 |
|---|---|
| Coefficient of variation (CV) | 0.6715747657 |
| Kurtosis | -1.006683149 |
| Mean | 2335.567868 |
| Median Absolute Deviation (MAD) | 1280 |
| Skewness | 0.3454006607 |
| Sum | 6934301 |
| Variance | 2460218.738 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 2678 | 1 | < 0.1% |
| 5224 | 1 | < 0.1% |
| 4715 | 1 | < 0.1% |
| 5399 | 1 | < 0.1% |
| 621 | 1 | < 0.1% |
| 2670 | 1 | < 0.1% |
| 623 | 1 | < 0.1% |
| 4721 | 1 | < 0.1% |
| 627 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 5767 | 1 | |
| 5748 | 1 | |
| 5738 | 1 | |
| 5732 | 1 | |
| 5711 | 1 | |
| 5707 | 1 | |
| 5701 | 1 | |
| 5690 | 1 | |
| 5689 | 1 | |
| 5679 | 1 |
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.77299 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.4 |
| Q1 | 13799 |
| median | 15221 |
| Q3 | 16768 |
| 95-th percentile | 17964.6 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969 |
Descriptive statistics
| Standard deviation | 1718.990292 |
|---|---|
| Coefficient of variation (CV) | 0.1125673398 |
| Kurtosis | -1.206094692 |
| Mean | 15270.77299 |
| Median Absolute Deviation (MAD) | 1488 |
| Skewness | 0.03160785866 |
| Sum | 45338925 |
| Variance | 2954927.624 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16384 | 1 | < 0.1% |
| 18164 | 1 | < 0.1% |
| 12933 | 1 | < 0.1% |
| 12935 | 1 | < 0.1% |
| 14984 | 1 | < 0.1% |
| 17033 | 1 | < 0.1% |
| 13704 | 1 | < 0.1% |
| 12939 | 1 | < 0.1% |
| 17037 | 1 | < 0.1% |
| 14125 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
| Distinct | 2963 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2749.321711 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.77 |
| Q1 | 570.96 |
| median | 1086.92 |
| Q3 | 2308.06 |
| 95-th percentile | 7219.68 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1737.1 |
Descriptive statistics
| Standard deviation | 10580.62331 |
|---|---|
| Coefficient of variation (CV) | 3.848448607 |
| Kurtosis | 353.944724 |
| Mean | 2749.321711 |
| Median Absolute Deviation (MAD) | 672.16 |
| Skewness | 16.77755612 |
| Sum | 8162736.16 |
| Variance | 111949589.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 379.65 | 2 | 0.1% |
| 533.33 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 719.78 | 1 | < 0.1% |
| 13375.87 | 1 | < 0.1% |
| 447.64 | 1 | < 0.1% |
| 567.36 | 1 | < 0.1% |
| Other values (2953) | 2953 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 168472.5 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 |
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.28763894 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 34 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.75677911 |
|---|---|
| Coefficient of variation (CV) | 1.209513686 |
| Kurtosis | 2.777962659 |
| Mean | 64.28763894 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.798379538 |
| Sum | 190870 |
| Variance | 6046.116697 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2219 |
| Value | Count | Frequency (%) |
| 0 | 34 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.723139104 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.85653132 |
|---|---|
| Coefficient of variation (CV) | 1.547495379 |
| Kurtosis | 190.8344494 |
| Mean | 5.723139104 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.76680458 |
| Sum | 16992 |
| Variance | 78.43814702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 785 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
| Distinct | 1671 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1608.852476 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 102.4 |
| Q1 | 296 |
| median | 641 |
| Q3 | 1401 |
| 95-th percentile | 4407.4 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1105 |
Descriptive statistics
| Standard deviation | 5887.578045 |
|---|---|
| Coefficient of variation (CV) | 3.659489067 |
| Kurtosis | 465.998084 |
| Mean | 1608.852476 |
| Median Absolute Deviation (MAD) | 422 |
| Skewness | 17.85859125 |
| Sum | 4776683 |
| Variance | 34663575.24 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 88 | 9 | 0.3% |
| 150 | 9 | 0.3% |
| 288 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 246 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 493 | 7 | 0.2% |
| 134 | 7 | 0.2% |
| Other values (1661) | 2886 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80997 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 |
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.7241495 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.8964081 |
|---|---|
| Coefficient of variation (CV) | 2.199211884 |
| Kurtosis | 354.8611303 |
| Mean | 122.7241495 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.70763473 |
| Sum | 364368 |
| Variance | 72844.07112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 43 | 1.4% |
| 20 | 37 | 1.2% |
| 35 | 35 | 1.2% |
| 29 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 25 | 30 | 1.0% |
| Other values (458) | 2629 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 16 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
| Distinct | 2969 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.89776151 |
| Minimum | 2.150588235 |
|---|---|
| Maximum | 56157.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 2.150588235 |
|---|---|
| 5-th percentile | 4.916661099 |
| Q1 | 13.11933333 |
| median | 17.95658654 |
| Q3 | 24.98828571 |
| 95-th percentile | 90.497 |
| Maximum | 56157.5 |
| Range | 56155.34941 |
| Interquartile range (IQR) | 11.86895238 |
Descriptive statistics
| Standard deviation | 1036.934407 |
|---|---|
| Coefficient of variation (CV) | 19.98033011 |
| Kurtosis | 2890.707126 |
| Mean | 51.89776151 |
| Median Absolute Deviation (MAD) | 5.984842033 |
| Skewness | 53.44422362 |
| Sum | 154084.4539 |
| Variance | 1075232.964 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17.49275862 | 1 | < 0.1% |
| 15.41363636 | 1 | < 0.1% |
| 18.15061538 | 1 | < 0.1% |
| 17.94344444 | 1 | < 0.1% |
| 43.2192 | 1 | < 0.1% |
| 33.53571429 | 1 | < 0.1% |
| 9.418292683 | 1 | < 0.1% |
| 19.55767045 | 1 | < 0.1% |
| 132.0738983 | 1 | < 0.1% |
| 16.80722222 | 1 | < 0.1% |
| Other values (2959) | 2959 |
| Value | Count | Frequency (%) |
| 2.150588235 | 1 | |
| 2.4325 | 1 | |
| 2.462371134 | 1 | |
| 2.511241379 | 1 | |
| 2.515333333 | 1 | |
| 2.65 | 1 | |
| 2.656931818 | 1 | |
| 2.707598253 | 1 | |
| 2.760621572 | 1 | |
| 2.770464191 | 1 |
| Value | Count | Frequency (%) |
| 56157.5 | 1 | |
| 4453.43 | 1 | |
| 3202.92 | 1 | |
| 1687.2 | 1 | |
| 952.9875 | 1 | |
| 872.13 | 1 | |
| 841.0214493 | 1 | |
| 651.1683333 | 1 | |
| 640 | 1 | |
| 624.4 | 1 |
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.34851138 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.92307692 |
| median | 48.28571429 |
| Q3 | 85.33333333 |
| 95-th percentile | 201 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.41025641 |
Descriptive statistics
| Standard deviation | 63.54492876 |
|---|---|
| Coefficient of variation (CV) | 0.9435238799 |
| Kurtosis | 4.887109087 |
| Mean | 67.34851138 |
| Median Absolute Deviation (MAD) | 26.28571429 |
| Skewness | 2.062770925 |
| Sum | 199957.7303 |
| Variance | 4037.957972 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 21 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 11 | 17 | 0.6% |
| 5 | 16 | 0.5% |
| Other values (1248) | 2777 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
| Distinct | 1350 |
|---|---|
| Distinct (%) | 45.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06327807795 |
| Minimum | 0.005449591281 |
|---|---|
| Maximum | 3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0.005449591281 |
|---|---|
| 5-th percentile | 0.009433962264 |
| Q1 | 0.01777777778 |
| median | 0.02941176471 |
| Q3 | 0.05540166205 |
| 95-th percentile | 0.2222222222 |
| Maximum | 3 |
| Range | 2.994550409 |
| Interquartile range (IQR) | 0.03762388427 |
Descriptive statistics
| Standard deviation | 0.1344820641 |
|---|---|
| Coefficient of variation (CV) | 2.125255198 |
| Kurtosis | 121.5575473 |
| Mean | 0.06327807795 |
| Median Absolute Deviation (MAD) | 0.01433823529 |
| Skewness | 8.773259386 |
| Sum | 187.8726134 |
| Variance | 0.01808542557 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1666666667 | 21 | 0.7% |
| 0.3333333333 | 21 | 0.7% |
| 0.02777777778 | 20 | 0.7% |
| 0.09090909091 | 19 | 0.6% |
| 0.0625 | 17 | 0.6% |
| 0.1333333333 | 16 | 0.5% |
| 0.4 | 16 | 0.5% |
| 0.25 | 15 | 0.5% |
| 0.02380952381 | 15 | 0.5% |
| 0.03571428571 | 15 | 0.5% |
| Other values (1340) | 2794 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005509641873 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 3 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.5 | 3 | 0.1% |
| 1 | 14 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 12 | |
| 0.6514745308 | 1 | < 0.1% |
| 0.6 | 1 | < 0.1% |
| Distinct | 214 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 62.1569552 |
| Minimum | 0 |
|---|---|
| Maximum | 80995 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 9 |
| 95-th percentile | 100.6 |
| Maximum | 80995 |
| Range | 80995 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 1512.496135 |
|---|---|
| Coefficient of variation (CV) | 24.33349783 |
| Kurtosis | 2765.52864 |
| Mean | 62.1569552 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 51.79774426 |
| Sum | 184544 |
| Variance | 2287644.557 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 6 | 78 | 2.6% |
| 5 | 61 | 2.1% |
| 12 | 51 | 1.7% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| Other values (204) | 706 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 164 | 5.5% |
| 2 | 148 | 5.0% |
| 3 | 105 | 3.5% |
| 4 | 89 | 3.0% |
| 5 | 61 | 2.1% |
| 6 | 78 | 2.6% |
| 7 | 43 | 1.4% |
| 8 | 43 | 1.4% |
| 9 | 41 | 1.4% |
| Value | Count | Frequency (%) |
| 80995 | 1 | |
| 9014 | 1 | |
| 8004 | 1 | |
| 4427 | 1 | |
| 3768 | 1 | |
| 3332 | 1 | |
| 2878 | 1 | |
| 2022 | 1 | |
| 2012 | 1 | |
| 1776 | 1 |
avg_basket_size
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWED| Distinct | 1979 |
|---|---|
| Distinct (%) | 66.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 249.8137641 |
| Minimum | 1 |
|---|---|
| Maximum | 40498.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.25 |
| median | 172.3333333 |
| Q3 | 281.6923077 |
| 95-th percentile | 600 |
| Maximum | 40498.5 |
| Range | 40497.5 |
| Interquartile range (IQR) | 178.4423077 |
Descriptive statistics
| Standard deviation | 791.5551894 |
|---|---|
| Coefficient of variation (CV) | 3.168581172 |
| Kurtosis | 2255.538236 |
| Mean | 249.8137641 |
| Median Absolute Deviation (MAD) | 83.08333333 |
| Skewness | 44.67271661 |
| Sum | 741697.0657 |
| Variance | 626559.6179 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 82 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 163 | 7 | 0.2% |
| Other values (1969) | 2882 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 40498.5 | 1 | |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 |
| Distinct | 1005 |
|---|---|
| Distinct (%) | 33.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.1547082 |
| Minimum | 1 |
|---|---|
| Maximum | 299.7058824 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.345454545 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.94 |
| Maximum | 299.7058824 |
| Range | 298.7058824 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.51232207 |
|---|---|
| Coefficient of variation (CV) | 0.8807302672 |
| Kurtosis | 27.70329723 |
| Mean | 22.1547082 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.499455899 |
| Sum | 65777.32865 |
| Variance | 380.7307127 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13 | 53 | 1.8% |
| 14 | 39 | 1.3% |
| 11 | 38 | 1.3% |
| 20 | 33 | 1.1% |
| 9 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 17 | 31 | 1.0% |
| 10 | 30 | 1.0% |
| 18 | 30 | 1.0% |
| 16 | 29 | 1.0% |
| Other values (995) | 2621 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 8 | 0.3% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 17850 | 5391.21 | 372.0 | 34.0 | 1733.0 | 297.0 | 18.152222 | 35.500000 | 0.486111 | 40.0 | 50.970588 | 8.735294 |
| 1 | 1 | 13047 | 3232.59 | 56.0 | 9.0 | 1390.0 | 171.0 | 18.904035 | 27.250000 | 0.048780 | 35.0 | 154.444444 | 19.000000 |
| 2 | 2 | 12583 | 6705.38 | 2.0 | 15.0 | 5028.0 | 232.0 | 28.902500 | 23.187500 | 0.045699 | 50.0 | 335.200000 | 15.466667 |
| 3 | 3 | 13748 | 948.25 | 95.0 | 5.0 | 439.0 | 28.0 | 33.866071 | 92.666667 | 0.017921 | 0.0 | 87.800000 | 5.600000 |
| 4 | 4 | 15100 | 876.00 | 333.0 | 3.0 | 80.0 | 3.0 | 292.000000 | 8.600000 | 0.136364 | 22.0 | 26.666667 | 1.000000 |
| 5 | 5 | 15291 | 4623.30 | 25.0 | 14.0 | 2102.0 | 102.0 | 45.326471 | 23.200000 | 0.054441 | 29.0 | 150.142857 | 7.285714 |
| 6 | 6 | 14688 | 5630.87 | 7.0 | 21.0 | 3621.0 | 327.0 | 17.219786 | 18.300000 | 0.073569 | 399.0 | 172.428571 | 15.571429 |
| 7 | 7 | 17809 | 5411.91 | 16.0 | 12.0 | 2057.0 | 61.0 | 88.719836 | 35.700000 | 0.039106 | 41.0 | 171.416667 | 5.083333 |
| 8 | 8 | 15311 | 60767.90 | 0.0 | 91.0 | 38194.0 | 2379.0 | 25.543464 | 4.144444 | 0.315508 | 474.0 | 419.714286 | 26.142857 |
| 9 | 9 | 16098 | 2005.63 | 87.0 | 7.0 | 613.0 | 67.0 | 29.934776 | 47.666667 | 0.024390 | 0.0 | 87.571429 | 9.571429 |
Last rows
| df_index | customer_id | gross_revenue | recency_days | qtde_invoices | qtde_items | qtde_products | avg_ticket | avg_recency_days | frequency | qtde_returns | avg_basket_size | avg_unique_basket_size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2959 | 5679 | 17727 | 1060.25 | 15.0 | 1.0 | 645.0 | 66.0 | 16.064394 | 6.0 | 0.285714 | 6.0 | 645.000000 | 66.0 |
| 2960 | 5689 | 17232 | 421.52 | 2.0 | 2.0 | 203.0 | 36.0 | 11.708889 | 12.0 | 0.153846 | 0.0 | 101.500000 | 18.0 |
| 2961 | 5690 | 17468 | 137.00 | 10.0 | 2.0 | 116.0 | 5.0 | 27.400000 | 4.0 | 0.400000 | 0.0 | 58.000000 | 2.5 |
| 2962 | 5701 | 13596 | 697.04 | 5.0 | 2.0 | 406.0 | 166.0 | 4.199036 | 7.0 | 0.250000 | 0.0 | 203.000000 | 83.0 |
| 2963 | 5707 | 14893 | 1237.85 | 9.0 | 2.0 | 799.0 | 73.0 | 16.956849 | 2.0 | 0.666667 | 0.0 | 399.500000 | 36.5 |
| 2964 | 5711 | 12479 | 473.20 | 11.0 | 1.0 | 382.0 | 30.0 | 15.773333 | 4.0 | 0.333333 | 34.0 | 382.000000 | 30.0 |
| 2965 | 5732 | 14126 | 706.13 | 7.0 | 3.0 | 508.0 | 15.0 | 47.075333 | 3.0 | 1.000000 | 50.0 | 169.333333 | 5.0 |
| 2966 | 5738 | 13521 | 1092.39 | 1.0 | 3.0 | 733.0 | 435.0 | 2.511241 | 4.5 | 0.300000 | 0.0 | 244.333333 | 145.0 |
| 2967 | 5748 | 15060 | 301.84 | 8.0 | 4.0 | 262.0 | 120.0 | 2.515333 | 1.0 | 2.000000 | 0.0 | 65.500000 | 30.0 |
| 2968 | 5767 | 12558 | 269.96 | 7.0 | 1.0 | 196.0 | 11.0 | 24.541818 | 6.0 | 0.285714 | 196.0 | 196.000000 | 11.0 |